{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f642fe0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import gym\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#创建环境\n",
    "#is_slippery控制会不会滑\n",
    "#map_name决定地图的尺寸,还可以取8x8\n",
    "#desc决定地形\n",
    "env = gym.make('FrozenLake-v1',\n",
    "               render_mode='rgb_array',\n",
    "               is_slippery=False,\n",
    "               map_name='4x4',\n",
    "               desc=['SFFF', 'FHFH', 'FFFH', 'HFFG'])\n",
    "env.reset()\n",
    "\n",
    "#解封装才能访问状态转移矩阵P\n",
    "env = env.unwrapped\n",
    "\n",
    "\n",
    "#打印游戏\n",
    "def show():\n",
    "    plt.imshow(env.render())\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "531b5960",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16,\n",
       " {0: [(1.0, 0, 0.0, False)],\n",
       "  1: [(1.0, 4, 0.0, False)],\n",
       "  2: [(1.0, 1, 0.0, False)],\n",
       "  3: [(1.0, 0, 0.0, False)]})"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看冰湖这个游戏的状态列表\n",
    "#一共4*4=16个状态\n",
    "#每个状态下都可以执行4个动作\n",
    "#每个动作执行完，都有概率得到3个结果\n",
    "#(0.3333333333333333, 0, 0.0, False)这个数据结构表示(概率，下个状态，奖励，是否结束)\n",
    "len(env.P), env.P[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "058bce5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]),\n",
       " array([[0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25]]))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "#初始化每个格子的价值\n",
    "values = np.zeros(16)\n",
    "\n",
    "#初始化每个格子下采用动作的概率\n",
    "pi = np.ones([16, 4]) * 0.25\n",
    "\n",
    "#两个算法都是可以的\n",
    "algorithm = '策略迭代'\n",
    "algorithm = '价值迭代'\n",
    "\n",
    "values, pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c44b69b0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算qsa\n",
    "def get_qsa(state, action):\n",
    "    value = 0.0\n",
    "\n",
    "    #每个动作都会有三个不同的结果，这里要按概率把他们加权求和\n",
    "    for prop, next_state, reward, over in env.P[state][action]:\n",
    "\n",
    "        #计算下个状态的分数,取values当中记录的分数,再打个折扣\n",
    "        next_value = values[next_state] * 0.9\n",
    "\n",
    "        #如果下个状态是终点或者陷阱，则下个状态的分数是0\n",
    "        if over:\n",
    "            next_value = 0\n",
    "\n",
    "        #动作的分数就是reward,和下个状态的分数相加就是最终的分数了\n",
    "        next_value += reward\n",
    "\n",
    "        #因为下个状态是概率出现了,所以这里要乘以概率\n",
    "        next_value *= prop\n",
    "\n",
    "        value += next_value\n",
    "\n",
    "    return value\n",
    "\n",
    "\n",
    "get_qsa(0, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5771662c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0.])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#策略评估\n",
    "def get_values():\n",
    "    #初始化一个新的values,重新评估所有格子的分数\n",
    "    new_values = np.zeros([16])\n",
    "\n",
    "    #遍历所有格子\n",
    "    for state in range(16):\n",
    "\n",
    "        #计算当前格子4个动作分别的分数\n",
    "        action_value = np.zeros(4)\n",
    "\n",
    "        #遍历所有动作\n",
    "        for action in range(4):\n",
    "            action_value[action] = get_qsa(state, action)\n",
    "\n",
    "        if algorithm == '策略迭代':\n",
    "            #每个动作的分数和它的概率相乘\n",
    "            action_value *= pi[state]\n",
    "            #最后这个格子的分数,等于该格子下所有动作的分数求和\n",
    "            new_values[state] = action_value.sum()\n",
    "\n",
    "        if algorithm == '价值迭代':\n",
    "            #求每一个格子的分数，等于该格子下所有动作的最大分数\n",
    "            new_values[state] = action_value.max()\n",
    "\n",
    "    return new_values\n",
    "\n",
    "\n",
    "get_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cc461f0b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.25, 0.25, 0.25, 0.25],\n",
       "       [0.  , 0.  , 1.  , 0.  ],\n",
       "       [0.25, 0.25, 0.25, 0.25]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#策略提升\n",
    "def get_pi():\n",
    "    #重新初始化每个格子下采用动作的概率,重新评估\n",
    "    new_pi = np.zeros([16, 4])\n",
    "\n",
    "    #遍历所有格子\n",
    "    for state in range(16):\n",
    "\n",
    "        #计算当前格子4个动作分别的分数\n",
    "        action_value = np.zeros(4)\n",
    "\n",
    "        #遍历所有动作\n",
    "        for action in range(4):\n",
    "            action_value[action] = get_qsa(state, action)\n",
    "\n",
    "        #计算当前state下，达到最大分数的动作有几个\n",
    "        count = (action_value == action_value.max()).sum()\n",
    "\n",
    "        #让这些动作均分概率\n",
    "        for action in range(4):\n",
    "            if action_value[action] == action_value.max():\n",
    "                new_pi[state, action] = 1 / count\n",
    "            else:\n",
    "                new_pi[state, action] = 0\n",
    "\n",
    "    return new_pi\n",
    "\n",
    "\n",
    "get_pi()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "11087d04",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.59049, 0.6561 , 0.729  , 0.6561 , 0.6561 , 0.     , 0.81   ,\n",
       "        0.     , 0.729  , 0.81   , 0.9    , 0.     , 0.     , 0.9    ,\n",
       "        1.     , 0.     ]),\n",
       " array([[0.  , 0.5 , 0.5 , 0.  ],\n",
       "        [0.  , 0.  , 1.  , 0.  ],\n",
       "        [0.  , 1.  , 0.  , 0.  ],\n",
       "        [1.  , 0.  , 0.  , 0.  ],\n",
       "        [0.  , 1.  , 0.  , 0.  ],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.  , 1.  , 0.  , 0.  ],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.  , 0.  , 1.  , 0.  ],\n",
       "        [0.  , 0.5 , 0.5 , 0.  ],\n",
       "        [0.  , 1.  , 0.  , 0.  ],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.25, 0.25, 0.25, 0.25],\n",
       "        [0.  , 0.  , 1.  , 0.  ],\n",
       "        [0.  , 0.  , 1.  , 0.  ],\n",
       "        [0.25, 0.25, 0.25, 0.25]]))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#循环迭代策略评估和策略提升，寻找最优解\n",
    "for _ in range(10):\n",
    "    for _ in range(100):\n",
    "        values = get_values()\n",
    "    pi = get_pi()\n",
    "\n",
    "values, pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dc11cfbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "↓→↓←\n",
      "↓○↓○\n",
      "→↓↓○\n",
      "○→→❤\n"
     ]
    }
   ],
   "source": [
    "#打印每个格子的策略\n",
    "def print_pi():\n",
    "    #遍历所有格子\n",
    "    for row in range(4):\n",
    "\n",
    "        line = ''\n",
    "\n",
    "        for col in range(4):\n",
    "            state = row * 4 + col\n",
    "\n",
    "            if (row == 1 and col == 1) or (row == 1 and col == 3) or (\n",
    "                    row == 2 and col == 3) or (row == 3 and col == 0):\n",
    "                line += '○'\n",
    "                continue\n",
    "\n",
    "            if row == 3 and col == 3:\n",
    "                line += '❤'\n",
    "                continue\n",
    "\n",
    "            #line += '□'\n",
    "            line += '←↓→↑'[pi[state].argmax()]\n",
    "\n",
    "        print(line)\n",
    "\n",
    "\n",
    "print_pi()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1ca81bb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    }
   ],
   "source": [
    "from IPython import display\n",
    "import time\n",
    "\n",
    "\n",
    "def play():\n",
    "    env.reset()\n",
    "\n",
    "    #起点在0\n",
    "    index = 0\n",
    "\n",
    "    #最多玩N步\n",
    "    for i in range(200):\n",
    "        #选择一个动作\n",
    "        action = np.random.choice(np.arange(4), size=1, p=pi[index])[0]\n",
    "\n",
    "        #执行动作\n",
    "        index, reward, terminated, truncated, _ = env.step(action)\n",
    "\n",
    "        #打印动画\n",
    "        display.clear_output(wait=True)\n",
    "        time.sleep(0.1)\n",
    "        show()\n",
    "\n",
    "        #获取当前状态，如果状态是终点或者掉陷阱则终止\n",
    "        if terminated or truncated:\n",
    "            break\n",
    "\n",
    "    print(i)\n",
    "\n",
    "\n",
    "play()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pt39]",
   "language": "python",
   "name": "conda-env-pt39-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
